Pandas Profiling Report

Dataset statistics

Number of variables	22
Number of observations	27042
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	54
Duplicate rows (%)	0.2%
Total size in memory	5.8 MiB
Average record size in memory	223.1 B

Variable types

Numeric	21
Categorical	1

Alerts

Dataset has 54 (0.2%) duplicate rows	Duplicates
`longitude` is highly overall correlated with `latitude` and 4 other fields	High correlation
`Temp_pre_30` is highly overall correlated with `Temp_pre_15` and 4 other fields	High correlation
`Temp_pre_15` is highly overall correlated with `Temp_pre_30` and 6 other fields	High correlation
`Temp_pre_7` is highly overall correlated with `Temp_pre_30` and 10 other fields	High correlation
`Temp_cont` is highly overall correlated with `Temp_pre_30` and 9 other fields	High correlation
`Wind_pre_30` is highly overall correlated with `Temp_pre_7` and 7 other fields	High correlation
`Wind_pre_15` is highly overall correlated with `Temp_pre_7` and 6 other fields	High correlation
`Wind_pre_7` is highly overall correlated with `Temp_pre_15` and 9 other fields	High correlation
`Wind_cont` is highly overall correlated with `Temp_pre_7` and 8 other fields	High correlation
`Hum_pre_30` is highly overall correlated with `longitude` and 12 other fields	High correlation
`Hum_pre_15` is highly overall correlated with `longitude` and 12 other fields	High correlation
`Hum_pre_7` is highly overall correlated with `longitude` and 11 other fields	High correlation
`Hum_cont` is highly overall correlated with `Temp_pre_7` and 6 other fields	High correlation
`Prec_pre_30` is highly overall correlated with `Prec_pre_15`	High correlation
`Prec_pre_15` is highly overall correlated with `Prec_pre_30` and 2 other fields	High correlation
`Prec_pre_7` is highly overall correlated with `Prec_pre_15`	High correlation
`Prec_cont` is highly overall correlated with `Prec_pre_15`	High correlation
`remoteness` is highly overall correlated with `latitude` and 4 other fields	High correlation
`latitude` is highly overall correlated with `longitude` and 2 other fields	High correlation
`Vegetation` is highly overall correlated with `latitude`	High correlation
`Prec_pre_30` is highly skewed (γ1 = 52.34920555)	Skewed
`Vegetation` has 4156 (15.4%) zeros	Zeros
`Temp_pre_30` has 1150 (4.3%) zeros	Zeros
`Temp_pre_15` has 1881 (7.0%) zeros	Zeros
`Temp_pre_7` has 2209 (8.2%) zeros	Zeros
`Temp_cont` has 9186 (34.0%) zeros	Zeros
`Wind_pre_30` has 1318 (4.9%) zeros	Zeros
`Wind_pre_15` has 2056 (7.6%) zeros	Zeros
`Wind_pre_7` has 2383 (8.8%) zeros	Zeros
`Wind_cont` has 9255 (34.2%) zeros	Zeros
`Hum_pre_30` has 1721 (6.4%) zeros	Zeros
`Hum_pre_15` has 2448 (9.1%) zeros	Zeros
`Hum_pre_7` has 2764 (10.2%) zeros	Zeros
`Hum_cont` has 9435 (34.9%) zeros	Zeros
`Prec_pre_30` has 9628 (35.6%) zeros	Zeros
`Prec_pre_15` has 11040 (40.8%) zeros	Zeros
`Prec_pre_7` has 13242 (49.0%) zeros	Zeros
`Prec_cont` has 14564 (53.9%) zeros	Zeros

Reproduction

Analysis started	2022-12-01 09:13:28.125595
Analysis finished	2022-12-01 09:15:40.797391
Duration	2 minutes and 12.67 seconds
Software version	pandas-profiling vv3.5.0
Download configuration	config.json

fire_size
Real number (ℝ)

Distinct	301
Distinct (%)	1.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.5715125

Minimum	0.51
Maximum	3.49
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	422.5 KiB

Quantile statistics

Minimum	0.51
5-th percentile	0.75
Q1	1
median	1.1
Q3	2
95-th percentile	3
Maximum	3.49
Range	2.98
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	0.7466901
Coefficient of variation (CV)	0.47514106
Kurtosis	-0.65702354
Mean	1.5715125
Median Absolute Deviation (MAD)	0.38
Skewness	0.77976165
Sum	42496.841
Variance	0.55754611
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1	10864	40.2%
2	5376	19.9%
3	3210	11.9%
1.5	1275	4.7%
2.5	512	1.9%
0.8	409	1.5%
0.7	334	1.2%
0.6	315	1.2%
0.75	307	1.1%
1.2	205	0.8%
Other values (291)	4235	15.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.51	27	0.1%
0.52	21	0.1%
0.53	22	0.1%
0.54	33	0.1%
0.55	32	0.1%
0.56	17	0.1%
0.57	16	0.1%
0.58	20	0.1%
0.59	21	0.1%
0.6	315	1.2%

Value	Count	Frequency (%)
3.49	4	< 0.1%
3.48	3	< 0.1%
3.4716	1	< 0.1%
3.47	4	< 0.1%
3.46	3	< 0.1%
3.45	4	< 0.1%
3.44	2	< 0.1%
3.43	4	< 0.1%
3.42	4	< 0.1%
3.41	4	< 0.1%

stat_cause_descr
Categorical

Distinct	13
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	422.5 KiB

Debris Burning	8267
Miscellaneous	4610
Arson	4342
Missing/Undefined	2439
Lightning	2094
Other values (8)	5290

Length

Max length	17
Median length	14
Mean length	11.461985
Min length	5

Characters and Unicode

Total characters	309955
Distinct characters	35
Distinct categories	4 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Arson
2nd row	Debris Burning
3rd row	Miscellaneous
4th row	Debris Burning
5th row	Campfire

Common Values

Value	Count	Frequency (%)
Debris Burning	8267	30.6%
Miscellaneous	4610	17.0%
Arson	4342	16.1%
Missing/Undefined	2439	9.0%
Lightning	2094	7.7%
Equipment Use	2057	7.6%
Children	908	3.4%
Smoking	731	2.7%
Campfire	684	2.5%
Railroad	516	1.9%
Other values (3)	394	1.5%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
debris	8267	22.1%
burning	8267	22.1%
miscellaneous	4610	12.3%
arson	4342	11.6%
missing/undefined	2439	6.5%
lightning	2094	5.6%
equipment	2057	5.5%
use	2057	5.5%
children	908	2.4%
smoking	731	2.0%
Other values (5)	1594	4.3%

Most occurring characters

Value	Count	Frequency (%)
n	40904	13.2%
i	37887	12.2%
s	28889	9.3%
e	28682	9.3%
r	23555	7.6%
g	15625	5.0%
u	15038	4.9%
l	10861	3.5%
o	10541	3.4%
	10324	3.3%
Other values (25)	87649	28.3%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	257387	83.0%
Uppercase Letter	39805	12.8%
Space Separator	10324	3.3%
Other Punctuation	2439	0.8%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
n	40904	15.9%
i	37887	14.7%
s	28889	11.2%
e	28682	11.1%
r	23555	9.2%
g	15625	6.1%
u	15038	5.8%
l	10861	4.2%
o	10541	4.1%
b	8267	3.2%
Other values (11)	37138	14.4%

Uppercase Letter

Value	Count	Frequency (%)
D	8267	20.8%
B	8267	20.8%
M	7049	17.7%
U	4496	11.3%
A	4342	10.9%
L	2094	5.3%
E	2057	5.2%
C	1592	4.0%
S	783	2.0%
R	516	1.3%
Other values (2)	342	0.9%

Space Separator

Value	Count	Frequency (%)
	10324	100.0%

Other Punctuation

Value	Count	Frequency (%)
/	2439	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	297192	95.9%
Common	12763	4.1%

Most frequent character per script

Latin

Value	Count	Frequency (%)
n	40904	13.8%
i	37887	12.7%
s	28889	9.7%
e	28682	9.7%
r	23555	7.9%
g	15625	5.3%
u	15038	5.1%
l	10861	3.7%
o	10541	3.5%
D	8267	2.8%
Other values (23)	76943	25.9%

Common

Value	Count	Frequency (%)
	10324	80.9%
/	2439	19.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	309955	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
n	40904	13.2%
i	37887	12.2%
s	28889	9.3%
e	28682	9.3%
r	23555	7.6%
g	15625	5.0%
u	15038	4.9%
l	10861	3.5%
o	10541	3.4%
	10324	3.3%
Other values (25)	87649	28.3%

latitude
Real number (ℝ)

Distinct	23668
Distinct (%)	87.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	35.602325

Minimum	17.956533
Maximum	67.1329
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	422.5 KiB

Quantile statistics

Minimum	17.956533
5-th percentile	28.84
Q1	32.170088
median	34.40464
Q3	38.446068
95-th percentile	46.512321
Maximum	67.1329
Range	49.176367
Interquartile range (IQR)	6.2759802

Descriptive statistics

Standard deviation	5.8066675
Coefficient of variation (CV)	0.16309799
Kurtosis	1.9616705
Mean	35.602325
Median Absolute Deviation (MAD)	2.7790671
Skewness	0.4169243
Sum	962758.07
Variance	33.717387
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
17.993565	12	< 0.1%
47.8666	12	< 0.1%
47.8833	12	< 0.1%
33.3517	11	< 0.1%
33.3501	11	< 0.1%
35.2833	10	< 0.1%
35.3167	10	< 0.1%
18.403494	9	< 0.1%
35.0417	9	< 0.1%
33.3667	9	< 0.1%
Other values (23658)	26937	99.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
17.956533	3	< 0.1%
17.958364	6	< 0.1%
17.95838	2	< 0.1%
17.964052	1	< 0.1%
17.968477	1	< 0.1%
17.969381	4	< 0.1%
17.969784	1	< 0.1%
17.970539	7	< 0.1%
17.970869	7	< 0.1%
17.973274	1	< 0.1%

Value	Count	Frequency (%)
67.1329	1	< 0.1%
67.0222	1	< 0.1%
66.9	1	< 0.1%
66.8333	1	< 0.1%
66.7303	1	< 0.1%
66.7215	1	< 0.1%
66.7069	1	< 0.1%
66.6938	1	< 0.1%
66.6163	1	< 0.1%
66.5663	1	< 0.1%

longitude
Real number (ℝ)

Distinct	24825
Distinct (%)	91.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-91.935159

Minimum	-165.1167
Maximum	-65.417709
Zeros	0
Zeros (%)	0.0%
Negative	27042
Negative (%)	100.0%
Memory size	422.5 KiB

Quantile statistics

Minimum	-165.1167
5-th percentile	-120.8112
Q1	-97.771716
median	-88.88195
Q3	-81.934755
95-th percentile	-74.137625
Maximum	-65.417709
Range	99.698991
Interquartile range (IQR)	15.836961

Descriptive statistics

Standard deviation	14.265275
Coefficient of variation (CV)	-0.1551667
Kurtosis	1.1811967
Mean	-91.935159
Median Absolute Deviation (MAD)	7.4290795
Skewness	-1.0306004
Sum	-2486110.6
Variance	203.49807
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-66.386131	12	< 0.1%
-110.4573	12	< 0.1%
-67.081078	9	< 0.1%
-82.08	9	< 0.1%
-79.8	8	< 0.1%
-110.4507	8	< 0.1%
-110.434	8	< 0.1%
-67.23027	8	< 0.1%
-110.4673	8	< 0.1%
-79.5	7	< 0.1%
Other values (24815)	26953	99.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-165.1167	1	< 0.1%
-162.5667	1	< 0.1%
-161.068	1	< 0.1%
-161.0167	1	< 0.1%
-160.12	1	< 0.1%
-159.8166	1	< 0.1%
-159.7614288	1	< 0.1%
-159.6652679	1	< 0.1%
-159.5889	1	< 0.1%
-159.5627441	1	< 0.1%

Value	Count	Frequency (%)
-65.417709	3	< 0.1%
-65.43666667	1	< 0.1%
-65.44305556	1	< 0.1%
-65.472076	2	< 0.1%
-65.627907	1	< 0.1%
-65.64724	1	< 0.1%
-65.671127	1	< 0.1%
-65.685387	1	< 0.1%
-65.739037	1	< 0.1%
-65.790413	1	< 0.1%

Vegetation
Real number (ℝ)

HIGH CORRELATION
ZEROS

Distinct	7
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	11.362621

Minimum	0
Maximum	16
Zeros	4156
Zeros (%)	15.4%
Negative	0
Negative (%)	0.0%
Memory size	422.5 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	12
median	12
Q3	15
95-th percentile	16
Maximum	16
Range	16
Interquartile range (IQR)	3

Descriptive statistics

Standard deviation	5.3573052
Coefficient of variation (CV)	0.47148498
Kurtosis	0.33775557
Mean	11.362621
Median Absolute Deviation (MAD)	3
Skewness	-1.3019922
Sum	307268
Variance	28.700719
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=7)

Value	Count	Frequency (%)
12	9107	33.7%
16	6116	22.6%
15	5326	19.7%
0	4156	15.4%
9	1656	6.1%
4	420	1.6%
14	261	1.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	4156	15.4%
4	420	1.6%
9	1656	6.1%
12	9107	33.7%
14	261	1.0%
15	5326	19.7%
16	6116	22.6%

Value	Count	Frequency (%)
16	6116	22.6%
15	5326	19.7%
14	261	1.0%
12	9107	33.7%
9	1656	6.1%
4	420	1.6%
0	4156	15.4%

Temp_pre_30
Real number (ℝ)

HIGH CORRELATION
ZEROS

Distinct	18130
Distinct (%)	67.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	10.442991

Minimum	-49.210526
Maximum	46.6
Zeros	1150
Zeros (%)	4.3%
Negative	7646
Negative (%)	28.3%
Memory size	422.5 KiB

Quantile statistics

Minimum	-49.210526
5-th percentile	-1
Q1	-1
median	9.4282054
Q3	19.697156
95-th percentile	27.569292
Maximum	46.6
Range	95.810526
Interquartile range (IQR)	20.697156

Descriptive statistics

Standard deviation	10.427191
Coefficient of variation (CV)	0.99848703
Kurtosis	-1.1718252
Mean	10.442991
Median Absolute Deviation (MAD)	10.428205
Skewness	0.30435404
Sum	282399.36
Variance	108.72631
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-1	7059	26.1%
0	1150	4.3%
22	8	< 0.1%
1	7	< 0.1%
24.54446461	6	< 0.1%
13	6	< 0.1%
21	5	< 0.1%
8.85377193	5	< 0.1%
25	5	< 0.1%
-9.560578704	5	< 0.1%
Other values (18120)	18786	69.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-49.21052632	2	< 0.1%
-18.8	1	< 0.1%
-14.6	1	< 0.1%
-14.16082317	1	< 0.1%
-13.73101412	1	< 0.1%
-13.67555273	1	< 0.1%
-13.54305395	1	< 0.1%
-13.44106275	1	< 0.1%
-13.37556713	1	< 0.1%
-13.3663348	1	< 0.1%

Value	Count	Frequency (%)
46.6	1	< 0.1%
41.67781955	1	< 0.1%
40	1	< 0.1%
37.05099778	1	< 0.1%
37	1	< 0.1%
36.6957606	1	< 0.1%
36.53686007	1	< 0.1%
36	1	< 0.1%
35.62473348	1	< 0.1%
35.6	1	< 0.1%

Temp_pre_15
Real number (ℝ)

HIGH CORRELATION
ZEROS

Distinct	17380
Distinct (%)	64.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	10.515503

Minimum	-37
Maximum	51.567797
Zeros	1881
Zeros (%)	7.0%
Negative	7421
Negative (%)	27.4%
Memory size	422.5 KiB

Quantile statistics

Minimum	-37
5-th percentile	-1
Q1	-1
median	9.5547819
Q3	19.833589
95-th percentile	27.938002
Maximum	51.567797
Range	88.567797
Interquartile range (IQR)	20.833589

Descriptive statistics

Standard deviation	10.557321
Coefficient of variation (CV)	1.0039768
Kurtosis	-1.243337
Mean	10.515503
Median Absolute Deviation (MAD)	10.554782
Skewness	0.33001338
Sum	284360.24
Variance	111.45703
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-1	7059	26.1%
0	1881	7.0%
1	6	< 0.1%
25.16785714	6	< 0.1%
-7.751712963	5	< 0.1%
16.54180672	5	< 0.1%
11.35497186	5	< 0.1%
17	5	< 0.1%
13	5	< 0.1%
9	4	< 0.1%
Other values (17370)	18061	66.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-37	1	< 0.1%
-18.8	1	< 0.1%
-17.36883538	1	< 0.1%
-16.93209076	1	< 0.1%
-13.85883306	2	< 0.1%
-13.78553241	1	< 0.1%
-13.27177177	1	< 0.1%
-13.04916667	1	< 0.1%
-12.47446168	1	< 0.1%
-12.3	1	< 0.1%

Value	Count	Frequency (%)
51.56779661	1	< 0.1%
46	1	< 0.1%
40	1	< 0.1%
38.03043478	1	< 0.1%
37.85858586	1	< 0.1%
36.321875	1	< 0.1%
36.29787234	1	< 0.1%
36.20886076	1	< 0.1%
36.06473684	1	< 0.1%
36	1	< 0.1%

Temp_pre_7
Real number (ℝ)

HIGH CORRELATION
ZEROS

Distinct	16862
Distinct (%)	62.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	10.59418

Minimum	-19.571131
Maximum	52.014493
Zeros	2209
Zeros (%)	8.2%
Negative	7380
Negative (%)	27.3%
Memory size	422.5 KiB

Quantile statistics

Minimum	-19.571131
5-th percentile	-1
Q1	-1
median	9.6180195
Q3	20.003542
95-th percentile	28.252111
Maximum	52.014493
Range	71.585624
Interquartile range (IQR)	21.003542

Descriptive statistics

Standard deviation	10.69183
Coefficient of variation (CV)	1.0092174
Kurtosis	-1.2680299
Mean	10.59418
Median Absolute Deviation (MAD)	10.618019
Skewness	0.33198911
Sum	286487.81
Variance	114.31524
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-1	7059	26.1%
0	2209	8.2%
1	6	< 0.1%
25.203125	6	< 0.1%
24	5	< 0.1%
9	5	< 0.1%
26.5	5	< 0.1%
20	5	< 0.1%
-3.905704365	5	< 0.1%
18	5	< 0.1%
Other values (16852)	17732	65.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-19.57113095	1	< 0.1%
-18.078	1	< 0.1%
-16.45995037	2	< 0.1%
-15.92083333	1	< 0.1%
-15.28992556	1	< 0.1%
-14.54761905	1	< 0.1%
-12.75374449	1	< 0.1%
-12.70327381	1	< 0.1%
-12.3	1	< 0.1%
-12.0901737	2	< 0.1%

Value	Count	Frequency (%)
52.01449275	1	< 0.1%
50.5	1	< 0.1%
40	1	< 0.1%
38.52173913	1	< 0.1%
38.05882353	1	< 0.1%
37.63963964	1	< 0.1%
37.60824742	1	< 0.1%
36.08518519	1	< 0.1%
35.91538462	1	< 0.1%
35.69902913	1	< 0.1%

Temp_cont
Real number (ℝ)

HIGH CORRELATION
ZEROS

Distinct	10452
Distinct (%)	38.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	6.9947718

Minimum	-14.017953
Maximum	52
Zeros	9186
Zeros (%)	34.0%
Negative	7145
Negative (%)	26.4%
Memory size	422.5 KiB

Quantile statistics

Minimum	-14.017953
5-th percentile	-1
Q1	-1
median	0
Q3	15.504126
95-th percentile	26.811358
Maximum	52
Range	66.017953
Interquartile range (IQR)	16.504126

Descriptive statistics

Standard deviation	10.228598
Coefficient of variation (CV)	1.4623205
Kurtosis	-0.69824954
Mean	6.9947718
Median Absolute Deviation (MAD)	1
Skewness	0.91881566
Sum	189152.62
Variance	104.62422
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	9186	34.0%
-1	7059	26.1%
25.58614565	6	< 0.1%
22	6	< 0.1%
24	6	< 0.1%
30	5	< 0.1%
26	5	< 0.1%
29	4	< 0.1%
24.58767773	4	< 0.1%
9	4	< 0.1%
Other values (10442)	10757	39.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-14.01795347	1	< 0.1%
-13.55364608	1	< 0.1%
-12.92462376	1	< 0.1%
-11.6681672	1	< 0.1%
-10.43845352	1	< 0.1%
-9.909219858	1	< 0.1%
-8.843117871	1	< 0.1%
-6.457162726	1	< 0.1%
-6.204580153	1	< 0.1%
-6.021276596	1	< 0.1%

Value	Count	Frequency (%)
52	1	< 0.1%
39.4	1	< 0.1%
37.82857143	1	< 0.1%
37.2815534	1	< 0.1%
37.2	3	< 0.1%
36.99099099	1	< 0.1%
36.77	1	< 0.1%
36.36363636	1	< 0.1%
36	1	< 0.1%
35.92857143	1	< 0.1%

Wind_pre_30
Real number (ℝ)

HIGH CORRELATION
ZEROS

Distinct	17927
Distinct (%)	66.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.8882152

Minimum	-1
Maximum	29.8
Zeros	1318
Zeros (%)	4.9%
Negative	7059
Negative (%)	26.1%
Memory size	422.5 KiB

Quantile statistics

Minimum	-1
5-th percentile	-1
Q1	-1
median	2.3838492
Q3	3.4079893
95-th percentile	4.8590279
Maximum	29.8
Range	30.8
Interquartile range (IQR)	4.4079893

Descriptive statistics

Standard deviation	2.0720062
Coefficient of variation (CV)	1.0973359
Kurtosis	0.16683279
Mean	1.8882152
Median Absolute Deviation (MAD)	1.3587456
Skewness	-0.076964914
Sum	51061.114
Variance	4.2932099
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-1	7059	26.1%
0	1318	4.9%
5.1	14	0.1%
3.1	13	< 0.1%
2.6	10	< 0.1%
3.6	9	< 0.1%
2.1	6	< 0.1%
3.862659381	6	< 0.1%
4.0025	5	< 0.1%
2.015899582	5	< 0.1%
Other values (17917)	18597	68.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-1	7059	26.1%
0	1318	4.9%
0.025694444	1	< 0.1%
0.23	1	< 0.1%
0.259701493	1	< 0.1%
0.273333333	1	< 0.1%
0.27826087	1	< 0.1%
0.281058496	1	< 0.1%
0.319148936	1	< 0.1%
0.349442379	1	< 0.1%

Value	Count	Frequency (%)
29.8	1	< 0.1%
12.79207921	1	< 0.1%
10.78500311	1	< 0.1%
10.37078652	1	< 0.1%
9.131582569	1	< 0.1%
8.760196575	1	< 0.1%
8.701117318	1	< 0.1%
8.7	1	< 0.1%
8.521369249	1	< 0.1%
8.519079592	1	< 0.1%

Wind_pre_15
Real number (ℝ)

HIGH CORRELATION
ZEROS

Distinct	17108
Distinct (%)	63.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.8006023

Minimum	-1
Maximum	29.8
Zeros	2056
Zeros (%)	7.6%
Negative	7059
Negative (%)	26.1%
Memory size	422.5 KiB

Quantile statistics

Minimum	-1
5-th percentile	-1
Q1	-1
median	2.2500933
Q3	3.3789762
95-th percentile	4.8659127
Maximum	29.8
Range	30.8
Interquartile range (IQR)	4.3789762

Descriptive statistics

Standard deviation	2.0889627
Coefficient of variation (CV)	1.1601467
Kurtosis	0.13221591
Mean	1.8006023
Median Absolute Deviation (MAD)	1.5905002
Skewness	0.041896936
Sum	48691.886
Variance	4.3637653
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-1	7059	26.1%
0	2056	7.6%
3.1	13	< 0.1%
3.6	9	< 0.1%
5.1	8	< 0.1%
3.547857143	6	< 0.1%
2.6	6	< 0.1%
3.35	5	< 0.1%
2.029131653	5	< 0.1%
3.532768362	5	< 0.1%
Other values (17098)	17870	66.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-1	7059	26.1%
0	2056	7.6%
0.017250324	1	< 0.1%
0.017334778	1	< 0.1%
0.031388889	1	< 0.1%
0.078947368	1	< 0.1%
0.204559271	1	< 0.1%
0.236142132	1	< 0.1%
0.298885794	1	< 0.1%
0.317316017	1	< 0.1%

Value	Count	Frequency (%)
29.8	1	< 0.1%
14.07932011	1	< 0.1%
10.59253499	1	< 0.1%
9.929775281	1	< 0.1%
9.23631516	1	< 0.1%
8.755936675	1	< 0.1%
8.616784824	1	< 0.1%
8.595044423	1	< 0.1%
8.589339784	1	< 0.1%
8.528720856	1	< 0.1%

Wind_pre_7
Real number (ℝ)

HIGH CORRELATION
ZEROS

Distinct	16376
Distinct (%)	60.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.7516269

Minimum	-1
Maximum	15.706587
Zeros	2383
Zeros (%)	8.8%
Negative	7059
Negative (%)	26.1%
Memory size	422.5 KiB

Quantile statistics

Minimum	-1
5-th percentile	-1
Q1	-1
median	2.1337285
Q3	3.3358333
95-th percentile	4.9698913
Maximum	15.706587
Range	16.706587
Interquartile range (IQR)	4.3358333

Descriptive statistics

Standard deviation	2.11083
Coefficient of variation (CV)	1.2050682
Kurtosis	-0.86257891
Mean	1.7516269
Median Absolute Deviation (MAD)	1.7766436
Skewness	0.091703188
Sum	47367.495
Variance	4.4556031
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-1	7059	26.1%
0	2383	8.8%
3.1	14	0.1%
3.6	12	< 0.1%
2.5	8	< 0.1%
1.55	6	< 0.1%
4.025	6	< 0.1%
2	5	< 0.1%
1.78969697	5	< 0.1%
4.553571429	5	< 0.1%
Other values (16366)	17539	64.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-1	7059	26.1%
0	2383	8.8%
0.012560386	1	< 0.1%
0.018452381	1	< 0.1%
0.033962264	1	< 0.1%
0.045070423	1	< 0.1%
0.159589041	1	< 0.1%
0.256547619	1	< 0.1%
0.275	1	< 0.1%
0.298901099	1	< 0.1%

Value	Count	Frequency (%)
15.70658683	1	< 0.1%
12.68167331	1	< 0.1%
11.62857143	1	< 0.1%
10.75	1	< 0.1%
10.24896104	1	< 0.1%
9.927710843	1	< 0.1%
9.547619048	1	< 0.1%
9.32	2	< 0.1%
9.08	1	< 0.1%
9.073546645	1	< 0.1%

Wind_cont
Real number (ℝ)

HIGH CORRELATION
ZEROS

Distinct	10318
Distinct (%)	38.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.96588479

Minimum	-1
Maximum	9.8280702
Zeros	9255
Zeros (%)	34.2%
Negative	7059
Negative (%)	26.1%
Memory size	422.5 KiB

Quantile statistics

Minimum	-1
5-th percentile	-1
Q1	-1
median	0
Q3	2.6266176
95-th percentile	4.3910676
Maximum	9.8280702
Range	10.82807
Interquartile range (IQR)	3.6266176

Descriptive statistics

Standard deviation	1.9093055
Coefficient of variation (CV)	1.9767424
Kurtosis	-0.52592732
Mean	0.96588479
Median Absolute Deviation (MAD)	1
Skewness	0.75849368
Sum	26119.457
Variance	3.6454474
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	9255	34.2%
-1	7059	26.1%
5.1	10	< 0.1%
3.6	8	< 0.1%
2.6	8	< 0.1%
7.7	7	< 0.1%
3.9	6	< 0.1%
3.434458259	6	< 0.1%
3.1	5	< 0.1%
3.15	5	< 0.1%
Other values (10308)	10673	39.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-1	7059	26.1%
0	9255	34.2%
0.155963303	1	< 0.1%
0.229464286	1	< 0.1%
0.260377358	1	< 0.1%
0.262121212	1	< 0.1%
0.284	1	< 0.1%
0.305555556	1	< 0.1%
0.308148148	1	< 0.1%
0.320059142	1	< 0.1%

Value	Count	Frequency (%)
9.828070175	1	< 0.1%
9.625	1	< 0.1%
9.065248227	1	< 0.1%
8.925	1	< 0.1%
8.832672779	1	< 0.1%
8.72413218	1	< 0.1%
8.654166667	1	< 0.1%
8.579407855	1	< 0.1%
8.477721717	1	< 0.1%
8.45	1	< 0.1%

Hum_pre_30
Real number (ℝ)

HIGH CORRELATION
ZEROS

Distinct	17576
Distinct (%)	65.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	42.268777

Minimum	-1
Maximum	96
Zeros	1721
Zeros (%)	6.4%
Negative	7059
Negative (%)	26.1%
Memory size	422.5 KiB

Quantile statistics

Minimum	-1
5-th percentile	-1
Q1	-1
median	58.704951
Q3	68.187365
95-th percentile	76.331822
Maximum	96
Range	97
Interquartile range (IQR)	69.187365

Descriptive statistics

Standard deviation	31.485219
Coefficient of variation (CV)	0.74488122
Kurtosis	-1.5290542
Mean	42.268777
Median Absolute Deviation (MAD)	14.239326
Skewness	-0.4902609
Sum	1143032.3
Variance	991.31899
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-1	7059	26.1%
0	1721	6.4%
52	7	< 0.1%
74.61313869	6	< 0.1%
67	6	< 0.1%
60.77708703	5	< 0.1%
66	5	< 0.1%
61	5	< 0.1%
88	5	< 0.1%
64.21649485	4	< 0.1%
Other values (17566)	18219	67.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-1	7059	26.1%
0	1721	6.4%
6	1	< 0.1%
9.351165981	1	< 0.1%
11	3	< 0.1%
11.93931034	1	< 0.1%
12	3	< 0.1%
12.04931507	1	< 0.1%
12.53714286	1	< 0.1%
12.90135135	1	< 0.1%

Value	Count	Frequency (%)
96	1	< 0.1%
94	4	< 0.1%
93.91666667	1	< 0.1%
92.14285714	1	< 0.1%
92.08163265	1	< 0.1%
91.46666667	1	< 0.1%
91.27083333	1	< 0.1%
90.5	1	< 0.1%
90.38095238	1	< 0.1%
90	1	< 0.1%

Hum_pre_15
Real number (ℝ)

HIGH CORRELATION
ZEROS

Distinct	16814
Distinct (%)	62.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	39.837107

Minimum	-1
Maximum	94
Zeros	2448
Zeros (%)	9.1%
Negative	7059
Negative (%)	26.1%
Memory size	422.5 KiB

Quantile statistics

Minimum	-1
5-th percentile	-1
Q1	-1
median	55.421184
Q3	66.869037
95-th percentile	76.124824
Maximum	94
Range	95
Interquartile range (IQR)	67.869037

Descriptive statistics

Standard deviation	31.544955
Coefficient of variation (CV)	0.79184856
Kurtosis	-1.6360649
Mean	39.837107
Median Absolute Deviation (MAD)	17.166029
Skewness	-0.35939842
Sum	1077275
Variance	995.08421
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-1	7059	26.1%
0	2448	9.1%
75.2437276	6	< 0.1%
68	6	< 0.1%
61	5	< 0.1%
58	5	< 0.1%
51.9752381	5	< 0.1%
64	4	< 0.1%
55	4	< 0.1%
60	4	< 0.1%
Other values (16804)	17496	64.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-1	7059	26.1%
0	2448	9.1%
6	1	< 0.1%
6.4	1	< 0.1%
7.547945205	1	< 0.1%
8.452777778	1	< 0.1%
10.99152542	1	< 0.1%
11	3	< 0.1%
11.96542894	1	< 0.1%
12	3	< 0.1%

Value	Count	Frequency (%)
94	3	< 0.1%
93.75	1	< 0.1%
93.45454545	1	< 0.1%
93.14285714	1	< 0.1%
93	1	< 0.1%
91.63562753	1	< 0.1%
91.47321429	1	< 0.1%
91.44444444	1	< 0.1%
91.14857143	1	< 0.1%
90.8422619	1	< 0.1%

Hum_pre_7
Real number (ℝ)

HIGH CORRELATION
ZEROS

Distinct	16188
Distinct (%)	59.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	38.398726

Minimum	-1
Maximum	95.24
Zeros	2764
Zeros (%)	10.2%
Negative	7059
Negative (%)	26.1%
Memory size	422.5 KiB

Quantile statistics

Minimum	-1
5-th percentile	-1
Q1	-1
median	51.980045
Q3	65.825821
95-th percentile	76.613724
Maximum	95.24
Range	96.24
Interquartile range (IQR)	66.825821

Descriptive statistics

Standard deviation	31.390813
Coefficient of variation (CV)	0.81749621
Kurtosis	-1.657285
Mean	38.398726
Median Absolute Deviation (MAD)	20.462559
Skewness	-0.27454689
Sum	1038378.3
Variance	985.38314
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-1	7059	26.1%
0	2764	10.2%
70	12	< 0.1%
48	6	< 0.1%
69	6	< 0.1%
74.9921875	6	< 0.1%
49	6	< 0.1%
41	6	< 0.1%
78	5	< 0.1%
66	5	< 0.1%
Other values (16178)	17167	63.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-1	7059	26.1%
0	2764	10.2%
5.976608187	1	< 0.1%
6	1	< 0.1%
6.4	1	< 0.1%
8.146814404	1	< 0.1%
8.883333333	1	< 0.1%
9.994047619	1	< 0.1%
10.32738095	1	< 0.1%
11	4	< 0.1%

Value	Count	Frequency (%)
95.24	1	< 0.1%
94	5	< 0.1%
93.51351351	1	< 0.1%
92.51376147	1	< 0.1%
91.52727273	1	< 0.1%
91.17647059	1	< 0.1%
91	1	< 0.1%
90.87272727	1	< 0.1%
90.73049645	1	< 0.1%
90.70697674	1	< 0.1%

Hum_cont
Real number (ℝ)

HIGH CORRELATION
ZEROS

Distinct	10171
Distinct (%)	37.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	24.250195

Minimum	-1
Maximum	94
Zeros	9435
Zeros (%)	34.9%
Negative	7059
Negative (%)	26.1%
Memory size	422.5 KiB

Quantile statistics

Minimum	-1
5-th percentile	-1
Q1	-1
median	0
Q3	61.354874
95-th percentile	74.727785
Maximum	94
Range	95
Interquartile range (IQR)	62.354874

Descriptive statistics

Standard deviation	31.783454
Coefficient of variation (CV)	1.3106473
Kurtosis	-1.5042622
Mean	24.250195
Median Absolute Deviation (MAD)	1
Skewness	0.59596593
Sum	655773.78
Variance	1010.1879
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	9435	34.9%
-1	7059	26.1%
75.52669039	6	< 0.1%
64	5	< 0.1%
44	5	< 0.1%
65	5	< 0.1%
57	4	< 0.1%
88	4	< 0.1%
69.73205742	4	< 0.1%
67.48527132	4	< 0.1%
Other values (10161)	10511	38.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-1	7059	26.1%
0	9435	34.9%
7.458333333	1	< 0.1%
8.576923077	1	< 0.1%
9.166666667	1	< 0.1%
9.6	1	< 0.1%
10.42857143	1	< 0.1%
10.47368421	1	< 0.1%
10.70588235	1	< 0.1%
11	1	< 0.1%

Value	Count	Frequency (%)
94	2	< 0.1%
93	1	< 0.1%
91.29859719	1	< 0.1%
91.27777778	1	< 0.1%
91.13333333	1	< 0.1%
90.63978495	1	< 0.1%
90.53571429	1	< 0.1%
90.2962963	1	< 0.1%
90	2	< 0.1%
89.96	1	< 0.1%

Prec_pre_30
Real number (ℝ)

HIGH CORRELATION
SKEWED
ZEROS

Distinct	2142
Distinct (%)	7.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	28.342375

Minimum	-1
Maximum	13560.8
Zeros	9628
Zeros (%)	35.6%
Negative	7059
Negative (%)	26.1%
Memory size	422.5 KiB

Quantile statistics

Minimum	-1
5-th percentile	-1
Q1	-1
median	0
Q3	24.4
95-th percentile	128.095
Maximum	13560.8
Range	13561.8
Interquartile range (IQR)	25.4

Descriptive statistics

Standard deviation	126.19056
Coefficient of variation (CV)	4.4523635
Kurtosis	5038.7801
Mean	28.342375
Median Absolute Deviation (MAD)	1
Skewness	52.349206
Sum	766434.5
Variance	15924.056
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	9628	35.6%
-1	7059	26.1%
0.3	128	0.5%
0.8	88	0.3%
0.5	83	0.3%
1	60	0.2%
1.8	57	0.2%
3.3	43	0.2%
1.3	43	0.2%
4.1	43	0.2%
Other values (2132)	9810	36.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-1	7059	26.1%
0	9628	35.6%
0.3	128	0.5%
0.5	83	0.3%
0.6	29	0.1%
0.8	88	0.3%
0.9	8	< 0.1%
1	60	0.2%
1.1	22	0.1%
1.2	7	< 0.1%

Value	Count	Frequency (%)
13560.8	1	< 0.1%
4936.7	1	< 0.1%
2839	1	< 0.1%
2797	1	< 0.1%
2527	2	< 0.1%
2214	1	< 0.1%
2179	1	< 0.1%
2177	1	< 0.1%
2100	1	< 0.1%
1898	1	< 0.1%

Prec_pre_15
Real number (ℝ)

HIGH CORRELATION
ZEROS

Distinct	1347
Distinct (%)	5.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	12.407063

Minimum	-1
Maximum	2527
Zeros	11040
Zeros (%)	40.8%
Negative	7059
Negative (%)	26.1%
Memory size	422.5 KiB

Quantile statistics

Minimum	-1
5-th percentile	-1
Q1	-1
median	0
Q3	5.3
95-th percentile	61.5
Maximum	2527
Range	2528
Interquartile range (IQR)	6.3

Descriptive statistics

Standard deviation	51.697709
Coefficient of variation (CV)	4.1667966
Kurtosis	455.39946
Mean	12.407063
Median Absolute Deviation (MAD)	1
Skewness	16.480217
Sum	335511.8
Variance	2672.6531
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	11040	40.8%
-1	7059	26.1%
0.3	287	1.1%
0.5	138	0.5%
0.8	130	0.5%
1.3	105	0.4%
1	105	0.4%
0.6	79	0.3%
1.5	79	0.3%
1.8	74	0.3%
Other values (1337)	7946	29.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-1	7059	26.1%
0	11040	40.8%
0.3	287	1.1%
0.5	138	0.5%
0.6	79	0.3%
0.8	130	0.5%
0.9	18	0.1%
1	105	0.4%
1.1	40	0.1%
1.2	11	< 0.1%

Value	Count	Frequency (%)
2527	1	< 0.1%
1638	2	< 0.1%
1400	1	< 0.1%
1258	1	< 0.1%
1250	1	< 0.1%
1248	1	< 0.1%
1210	1	< 0.1%
1202.6	1	< 0.1%
1187	1	< 0.1%
1166	1	< 0.1%

Prec_pre_7
Real number (ℝ)

HIGH CORRELATION
ZEROS

Distinct	850
Distinct (%)	3.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	5.0177428

Minimum	-1
Maximum	1250
Zeros	13242
Zeros (%)	49.0%
Negative	7059
Negative (%)	26.1%
Memory size	422.5 KiB

Quantile statistics

Minimum	-1
5-th percentile	-1
Q1	-1
median	0
Q3	0
95-th percentile	27.695
Maximum	1250
Range	1251
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	28.550466
Coefficient of variation (CV)	5.6899023
Kurtosis	608.10318
Mean	5.0177428
Median Absolute Deviation (MAD)	0.3
Skewness	19.992356
Sum	135689.8
Variance	815.12913
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	13242	49.0%
-1	7059	26.1%
0.3	478	1.8%
0.5	201	0.7%
0.8	177	0.7%
1	162	0.6%
0.6	142	0.5%
1.3	141	0.5%
1.8	109	0.4%
2	102	0.4%
Other values (840)	5229	19.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-1	7059	26.1%
0	13242	49.0%
0.3	478	1.8%
0.5	201	0.7%
0.6	142	0.5%
0.8	177	0.7%
0.9	21	0.1%
1	162	0.6%
1.1	37	0.1%
1.2	21	0.1%

Value	Count	Frequency (%)
1250	1	< 0.1%
1145	1	< 0.1%
1136	1	< 0.1%
1088	1	< 0.1%
1068	1	< 0.1%
703.7	5	< 0.1%
605	1	< 0.1%
585.2	1	< 0.1%
533.4	1	< 0.1%
526	1	< 0.1%

Prec_cont
Real number (ℝ)

HIGH CORRELATION
ZEROS

Distinct	1868
Distinct (%)	6.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	16.144449

Minimum	-1
Maximum	2126
Zeros	14564
Zeros (%)	53.9%
Negative	7059
Negative (%)	26.1%
Memory size	422.5 KiB

Quantile statistics

Minimum	-1
5-th percentile	-1
Q1	-1
median	0
Q3	0
95-th percentile	105.79
Maximum	2126
Range	2127
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	61.44719
Coefficient of variation (CV)	3.8060877
Kurtosis	270.71457
Mean	16.144449
Median Absolute Deviation (MAD)	0
Skewness	12.169052
Sum	436578.2
Variance	3775.7572
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	14564	53.9%
-1	7059	26.1%
0.3	86	0.3%
0.5	42	0.2%
0.8	35	0.1%
1	32	0.1%
1.3	24	0.1%
1.8	22	0.1%
6.9	17	0.1%
0.6	17	0.1%
Other values (1858)	5144	19.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-1	7059	26.1%
0	14564	53.9%
0.3	86	0.3%
0.5	42	0.2%
0.6	17	0.1%
0.8	35	0.1%
0.9	5	< 0.1%
1	32	0.1%
1.1	6	< 0.1%
1.2	9	< 0.1%

Value	Count	Frequency (%)
2126	1	< 0.1%
2021	1	< 0.1%
1906	1	< 0.1%
1743	1	< 0.1%
1650.6	1	< 0.1%
1565	1	< 0.1%
1547.5	1	< 0.1%
1483.1	1	< 0.1%
1468.3	1	< 0.1%
1298	1	< 0.1%

remoteness
Real number (ℝ)

Distinct	26510
Distinct (%)	98.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.22777694

Minimum	0.00039029609
Maximum	0.98889249
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	422.5 KiB

Quantile statistics

Minimum	0.00039029609
5-th percentile	0.061702045
Q1	0.13559236
median	0.19662318
Q3	0.28049181
95-th percentile	0.50349374
Maximum	0.98889249
Range	0.98850219
Interquartile range (IQR)	0.14489945

Descriptive statistics

Standard deviation	0.13465917
Coefficient of variation (CV)	0.59118876
Kurtosis	1.9873484
Mean	0.22777694
Median Absolute Deviation (MAD)	0.066789234
Skewness	1.2197751
Sum	6159.5439
Variance	0.018133091
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.01499337293	12	< 0.1%
0.0203076585	9	< 0.1%
0.02167560651	8	< 0.1%
0.01732926128	7	< 0.1%
0.02086862437	7	< 0.1%
0.01551030113	7	< 0.1%
0.02029442702	7	< 0.1%
0.01385533322	7	< 0.1%
0.0138406465	7	< 0.1%
0.01487451004	7	< 0.1%
Other values (26500)	26964	99.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.000390296094	1	< 0.1%
0.0005486117097	1	< 0.1%
0.00115808082	1	< 0.1%
0.001432680685	1	< 0.1%
0.001603632794	1	< 0.1%
0.001914237784	1	< 0.1%
0.001919898212	1	< 0.1%
0.00221340794	1	< 0.1%
0.003069259474	1	< 0.1%
0.003139979534	1	< 0.1%

Value	Count	Frequency (%)
0.98889249	1	< 0.1%
0.9613480023	1	< 0.1%
0.9433846104	1	< 0.1%
0.9432211902	1	< 0.1%
0.9417922698	1	< 0.1%
0.9408166977	1	< 0.1%
0.9396593746	1	< 0.1%
0.9383646617	1	< 0.1%
0.9383610175	1	< 0.1%
0.9382027438	1	< 0.1%

Auto

The auto setting is an interpretable pairwise column metric of the following mapping:

Variable_type-Variable_type : Method, Range
Categorical-Categorical : Cramer's V, [0,1]
Numerical-Categorical : Cramer's V, [0,1] (using a discretized numerical column)
Numerical-Numerical : Spearman's ρ, [-1,1]

The number of bins used in the discretization for the Numerical-Categorical column pair can be changed using config.correlations["auto"].n_bins. The number of bins affects the granularity of the association you wish to measure.

This configuration uses the recommended metric for each pair of columns.

Spearman's ρ

The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.

To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.

Pearson's r

The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.

To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.

Kendall's τ

Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.

To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.

Phik (φk)

Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.

Count
Matrix

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

First rows
Last rows

	fire_size	stat_cause_descr	latitude	longitude	Vegetation	Temp_pre_30	Temp_pre_15	Temp_pre_7	Temp_cont	Wind_pre_30	Wind_pre_15	Wind_pre_7	Wind_cont	Hum_pre_30	Hum_pre_15	Hum_pre_7	Hum_cont	Prec_pre_30	Prec_pre_15	Prec_pre_7	Prec_cont	remoteness
1	3.0	Arson	35.03833	-87.610000	15	7.553433	7.010000	0.343529	10.448298	2.709764	2.881707	1.976471	2.122320	70.840000	65.858911	55.505882	81.682678	59.8	8.4	0.0	86.8	0.184355
3	1.0	Debris Burning	39.64140	-119.308300	0	16.275967	18.996181	18.142564	0.000000	4.054982	3.398329	3.671282	0.000000	44.778429	37.140811	35.353846	0.000000	10.4	7.2	0.0	0.0	0.487447
4	2.0	Miscellaneous	30.70060	-90.591400	12	-1.000000	-1.000000	-1.000000	-1.000000	-1.000000	-1.000000	-1.000000	-1.000000	-1.000000	-1.000000	-1.000000	-1.000000	-1.0	-1.0	-1.0	-1.0	0.214633
5	1.0	Debris Burning	32.06390	-82.417800	12	-1.000000	-1.000000	-1.000000	-1.000000	-1.000000	-1.000000	-1.000000	-1.000000	-1.000000	-1.000000	-1.000000	-1.000000	-1.0	-1.0	-1.0	-1.0	0.139643
7	1.0	Campfire	30.90472	-93.557500	12	16.851939	16.997783	20.434783	11.985560	1.331257	1.472949	1.424783	2.148857	72.899478	75.061381	77.924623	70.732911	28.4	27.5	1.2	55.4	0.241894
8	1.0	Arson	35.90031	-92.061180	15	26.655241	27.264870	28.968064	28.682688	1.768074	1.705297	1.827944	2.103090	68.319022	67.575419	65.077844	60.196858	6.6	3.3	0.0	46.4	0.224629
9	1.0	Miscellaneous	48.83940	-99.718500	15	4.600950	6.861878	6.053333	0.000000	6.380760	6.334254	6.645333	0.000000	64.606509	55.943038	54.337838	0.000000	12.3	1.8	0.0	0.0	0.291683
12	1.0	Debris Burning	33.85574	-85.311075	16	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.0	0.0	0.0	0.0	0.164315
13	1.0	Fireworks	31.76738	-93.146870	12	26.384493	26.068167	26.519048	26.927303	1.771639	1.629743	2.019048	1.382182	79.940012	79.942122	67.630952	76.706792	62.8	4.3	0.0	56.2	0.237431
14	3.0	Missing/Undefined	32.77500	-80.658333	12	-1.000000	-1.000000	-1.000000	-1.000000	-1.000000	-1.000000	-1.000000	-1.000000	-1.000000	-1.000000	-1.000000	-1.000000	-1.0	-1.0	-1.0	-1.0	0.123518

	fire_size	stat_cause_descr	latitude	longitude	Vegetation	Temp_pre_30	Temp_pre_15	Temp_pre_7	Temp_cont	Wind_pre_30	Wind_pre_15	Wind_pre_7	Wind_cont	Hum_pre_30	Hum_pre_15	Hum_pre_7	Hum_cont	Prec_pre_30	Prec_pre_15	Prec_pre_7	Prec_cont	remoteness
49983	1.30	Arson	33.379270	-79.913930	16	-1.000000	-1.000000	-1.000000	-1.000000	-1.000000	-1.000000	-1.000000	-1.000000	-1.000000	-1.000000	-1.000000	-1.000000	-1.0	-1.0	-1.0	-1.0	0.116525
49985	1.00	Miscellaneous	31.833413	-99.044562	12	27.678960	28.676664	27.099190	28.557393	3.818960	4.124649	2.735223	3.422815	50.848716	42.875351	38.218623	55.601361	0.0	0.0	0.0	0.0	0.292726
49986	2.00	Miscellaneous	37.582200	-82.761700	0	-1.000000	-1.000000	-1.000000	-1.000000	-1.000000	-1.000000	-1.000000	-1.000000	-1.000000	-1.000000	-1.000000	-1.000000	-1.0	-1.0	-1.0	-1.0	0.139232
49988	1.10	Debris Burning	33.717731	-83.228058	16	8.169864	8.044944	9.942346	0.000000	1.522087	1.652341	1.673956	0.000000	73.003354	68.946667	74.368534	0.000000	0.0	0.0	0.0	0.0	0.145718
49990	1.00	Smoking	40.993889	-121.640000	15	21.462257	20.241675	19.712373	17.218989	1.440323	1.528095	1.429412	1.599433	38.161765	36.446667	32.016227	43.858762	0.0	0.0	0.0	0.0	0.510716
49991	1.00	Debris Burning	32.801996	-96.122843	12	12.690685	13.016412	7.606711	15.626000	4.754604	4.788931	3.929866	4.716352	66.818281	74.844358	86.343750	65.370876	94.0	94.0	94.0	77.2	0.264463
49994	1.00	Miscellaneous	37.976100	-90.759000	0	9.162112	11.540315	12.950298	0.000000	4.241362	4.254124	5.163022	0.000000	61.657784	63.733396	58.176353	0.000000	91.6	69.4	16.0	0.0	0.211468
49995	1.00	Children	47.270800	-95.621400	15	-9.592386	-0.404299	4.723077	0.000000	3.537125	3.918955	4.370044	0.000000	74.901503	78.071125	76.389262	0.000000	0.0	0.0	0.0	0.0	0.253276
49997	1.16	Debris Burning	31.035600	-83.177500	12	-1.000000	-1.000000	-1.000000	-1.000000	-1.000000	-1.000000	-1.000000	-1.000000	-1.000000	-1.000000	-1.000000	-1.000000	-1.0	-1.0	-1.0	-1.0	0.147185
49999	1.50	Children	29.316670	-82.133330	12	9.519149	0.000000	0.000000	0.000000	1.328298	0.000000	0.000000	0.000000	69.025057	0.000000	0.000000	0.000000	44.2	0.0	0.0	0.0	0.139237

Most frequently occurring

	fire_size	stat_cause_descr	latitude	longitude	Vegetation	Temp_pre_30	Temp_pre_15	Temp_pre_7	Temp_cont	Wind_pre_30	Wind_pre_15	Wind_pre_7	Wind_cont	Hum_pre_30	Hum_pre_15	Hum_pre_7	Hum_cont	Prec_pre_30	Prec_pre_15	Prec_pre_7	Prec_cont	remoteness	# duplicates
8	1.0	Missing/Undefined	17.970539	-66.246414	12	-1.0	-1.0	-1.0	-1.0	-1.0	-1.0	-1.0	-1.0	-1.0	-1.0	-1.0	-1.0	-1.0	-1.0	-1.0	-1.0	0.013855	5
11	1.0	Missing/Undefined	17.993565	-66.386131	12	-1.0	-1.0	-1.0	-1.0	-1.0	-1.0	-1.0	-1.0	-1.0	-1.0	-1.0	-1.0	-1.0	-1.0	-1.0	-1.0	0.014993	5
16	1.0	Missing/Undefined	18.016670	-66.451408	12	-1.0	-1.0	-1.0	-1.0	-1.0	-1.0	-1.0	-1.0	-1.0	-1.0	-1.0	-1.0	-1.0	-1.0	-1.0	-1.0	0.015510	5
9	1.0	Missing/Undefined	17.970869	-66.368584	12	-1.0	-1.0	-1.0	-1.0	-1.0	-1.0	-1.0	-1.0	-1.0	-1.0	-1.0	-1.0	-1.0	-1.0	-1.0	-1.0	0.014875	4
39	2.0	Missing/Undefined	17.993565	-66.386131	12	-1.0	-1.0	-1.0	-1.0	-1.0	-1.0	-1.0	-1.0	-1.0	-1.0	-1.0	-1.0	-1.0	-1.0	-1.0	-1.0	0.014993	4
7	1.0	Missing/Undefined	17.958364	-66.172852	12	-1.0	-1.0	-1.0	-1.0	-1.0	-1.0	-1.0	-1.0	-1.0	-1.0	-1.0	-1.0	-1.0	-1.0	-1.0	-1.0	0.013256	3
10	1.0	Missing/Undefined	17.981108	-65.938034	12	-1.0	-1.0	-1.0	-1.0	-1.0	-1.0	-1.0	-1.0	-1.0	-1.0	-1.0	-1.0	-1.0	-1.0	-1.0	-1.0	0.011271	3
17	1.0	Missing/Undefined	18.025436	-66.596268	12	-1.0	-1.0	-1.0	-1.0	-1.0	-1.0	-1.0	-1.0	-1.0	-1.0	-1.0	-1.0	-1.0	-1.0	-1.0	-1.0	0.016710	3
18	1.0	Missing/Undefined	18.036682	-66.254295	12	-1.0	-1.0	-1.0	-1.0	-1.0	-1.0	-1.0	-1.0	-1.0	-1.0	-1.0	-1.0	-1.0	-1.0	-1.0	-1.0	0.013841	3
27	1.0	Missing/Undefined	18.456905	-66.470520	12	-1.0	-1.0	-1.0	-1.0	-1.0	-1.0	-1.0	-1.0	-1.0	-1.0	-1.0	-1.0	-1.0	-1.0	-1.0	-1.0	0.015138	3

Overview

Variables

Common Values

Length

Most occurring characters

Most occurring categories

Most frequent character per category

Lowercase Letter

Uppercase Letter

Space Separator

Other Punctuation

Most occurring scripts

Most frequent character per script

Latin

Common

Most occurring blocks

Most frequent character per block

ASCII

Interactions

Correlations

Auto

Spearman's ρ

Pearson's r

Kendall's τ

Phik (φk)

Missing values

Sample

Duplicate rows

Most frequently occurring